Models

The plot details the top 10 absolute effects for each demographic variable listed above, as drawn from Gregor’s work.

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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## Chain 1: Gradient evaluation took 0.000106 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 1.06 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 2.8e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## Chain 3: Gradient evaluation took 3.1e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 2.9e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
## Chain 2: 
## Chain 2: Gradient evaluation took 2.8e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.28 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## Chain 3: Gradient evaluation took 2.7e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
## Chain 4: 
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
## Chain 1: 
## Chain 1: Gradient evaluation took 4.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.47 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
## Chain 3: 
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## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.32 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
## Chain 1: 
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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Plot above is clunky, so I am separating into different plots:

Run code below only to resave files

## $asian_percent

## 
## $black_percent

## 
## $ell_percent

## 
## $frpl_percent

## 
## $grades_elementary

## 
## $grades_high

## 
## $grades_middle

## 
## $grades_prek

## 
## $hispanic_percent

## 
## $locale_rural

## 
## $locale_suburban

## 
## $locale_urban

## 
## $native_percent

## 
## $`school_descriptorPublic charter`

## 
## $`school_descriptorPublic district`

## 
## $self_reported_total_enrollment

## 
## $swd_percent

## 
## $white_percent

MODELING: Estimate model for each tag prevalence using (relatively) complete set of expanatory variables for general use in asnwering “How do tagging patterns differ across X?”

STATE: How do tagging patterns differ across states?

TYPE: How do tagging patterns differ among charter, district, and independent schools?

LOCALE: How do tagging patterns differ among rural, urban, and suburban schools?

LEVEL: How do tagging patterns differ among elementary, middle, and high schools?

DEMOGRAPHICS: How do tagging patterns differ by student demographics (%white, %Black, %Hispanic/Latino, %Asian, %Native)?

^ these questions are answered!